Evidence map›Paper›PMID 42544257›Full record

ArticleDelaware journal of public health2026

Closing the Training Gap on Addiction Can Save Lives.

Eliza Zimmerer

Abstract read
In one paragraph

Article in Delaware journal of public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

1 author.

Eliza Zimmerer

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite treating tens of millions of Americans affected by substance use disorder, most clinicians receive little formal training on SUD. The gap leaves providers underprepared and patients feeling unwelcome, creating a cycle of avoidance that contributes to low treatment uptake and preventable overdose deaths. This piece argues that stigma and knowledge deficits, not lack of empathy, drive that breakdown. Drawing on direct experience piloting Shatterproof's Provider's Pathway training with psychiatry residents, the author shows how targeted education on non-judgmental communication, FDA-approved treatments, and screening tools can shift provider confidence and patient trust. The training is relevant beyond addiction specialists, extending to primary care, emergency medicine, and other settings where SUD routinely surfaces. Provider's Pathway is offered as one concrete, scalable intervention in a system that has consistently asked clinicians to do more with less.

Identifiers

PMID42544257
PMCPMC13429260

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.